Use a text widget. You can even use your Amazon affiliate ID to use a text affiliate link to your book, since it's your own book. Text widgets have to be composed in HTML though, so I usually write mine up as draft Posts and when they look good I click to the text editor instead of the visual one, copy all the code, and paste that in the empty text widget.